Predict Future Sales

Predict Future Sales

In this article, we work with the Predict Future Sales provided by one of the largest Russian software firms - 1C Company.

Data Description

You are provided with daily historical sales data. The task is to forecast the total amount of products sold in every shop for the test set. Note that the list of shops and products slightly changes every month. Creating a robust model that can handle such situations is part of the challenge.

Exploratory Data Analysis

Merging the Datasets

Feature Engineering

Sale Plots by Date Block Interval

Sale Plots by Year and Month

Sale Plots by Season and Month

Best Selling Shops

Best Selling Cities

Best Selling Categories


References

  1. Kaggle Dataset: Predict Future Sales
  2. Plotly Documentation